Deep Learning for Structured Prediction in Natural Language Processing

Publikacje

Modeling Structure with Undirected Neural Networks

Autorzy: Tsvetomila Mihaylova, Vlad Niculae, André F. T. Martins
Opublikowane w: International Conference on Machine Learning (ICML'22), 2022
Wydawca: PMLR

Smoothing and Shrinking the Sparse Seq2Seq Search Space (S7)

Autorzy: Ben Peters, André F. T. Martins
Opublikowane w: Conference of the North American Chapter of the Association for Computational Linguistics (NAACL'21), 2021
Wydawca: ACL Anthology

Predicting attention sparsity in transformers

Autorzy: Marcos Treviso, António Góis, Patrick Fernandes, Erick Fonseca, André F. T. Martins
Opublikowane w: ACL Workshop on Structured Prediction for Natural Language Processing (SPNLP'22), 2022
Wydawca: ACL Anthology

Uncertainty-Aware Machine Translation Evaluation

Autorzy: Taisiya Glushkova, Chrysoula Zerva, Ricardo Rei, André F. T. Martins
Opublikowane w: Findings of the Conference on Empirical Methods in Natural Language Processing (EMNLP'21), 2021
Wydawca: ACL Anthology

Beyond characters: Subword-level morpheme segmentation

Autorzy: Ben Peters, André F. T. Martins
Opublikowane w: NAACL Workshop on Computational Research in Phonetics, Phonology, and Morphology (SIGMORPHON'22), 2022
Wydawca: ACL Anthology

Findings of the WMT 2020 Shared Task on Chat Translation

Autorzy: M. Amin Farajian, António V. Lopes, André F. T. Martins, Sameen Maruf and Gholamreza Haffari
Opublikowane w: Conference on Machine Translation (WMT'20), 2020
Wydawca: ACL Anthology

Quality-Aware Decoding for Neural Machine Translation

Autorzy: Patrick Fernandes, António Farinhas, Ricardo Rei, José G. C. Souza, Perez Ogayo, Graham Neubig, André F. T. Martins
Opublikowane w: Annual Meeting of the North-American Chapter of the Association for Computational Linguistics (NAACL'22), 2022
Wydawca: ACL Anthology

Disentangling Uncertainty in Machine Translation Evaluation

Autorzy: Chrysoula Zerva, Taisiya Glushkova, André F. T. Martins
Opublikowane w: Conference on Empirical Methods for Natural Language Processing, 2022
Wydawca: ACL Anthology

Do Context-Aware Translation Models Pay the Right Attention?

Autorzy: Kayo Yin, Patrick Fernandes, Danish Pruthi, Aditi Chaudhary, André F. T. Martins, Graham Neubig
Opublikowane w: Conference of the Association for Computational Linguistics (ACL'21), 2021
Wydawca: ACL Anthology

Efficient Machine Translation Domain Adaptation

Autorzy: Pedro Martins, Zita Marinho, André F. T. Martins
Opublikowane w: ACL Workshop on Semiparametric Methods in NLP: Decoupling Logic from Knowledge, 2022
Wydawca: ACL Anthology

Differentiable Causal Discovery Under Latent Interventions

Autorzy: Gonçalo R. A. Faria, André F. T. Martins, Mário A. T. Figueiredo
Opublikowane w: 1st conference on Causal Learning and Reasoning (CLeaR'22), 2022
Wydawca: CLeaR

Chunk-based Nearest Neighbor Machine Translation

Autorzy: Pedro Martins, Zita Marinho, André F. T. Martins
Opublikowane w: Conference on Empirical Methods for Natural Language Processing, 2022
Wydawca: ACL Anthology

Multimodal Continuous Visual Attention Mechanisms

Autorzy: António Farinhas, André F. T. Martins, Pedro M. Q. Aguiar
Opublikowane w: ICCV 2021 Visual Inductive Priors for Data-Efficient Deep Learning Workshop, 2021
Wydawca: ICCV

Sparse Communication via Mixed Distributions

Autorzy: António Farinhas, Wilker Aziz, Vlad Niculae, André F. T. Martins
Opublikowane w: International Conference on Learning Representations (ICLR'22; selected for oral presentation), 2022
Wydawca: ICLR

When Does Translation Require Context? A Data-driven, Multilingual Exploration

Autorzy: Patrick Fernandes, Kayo Yin, Emmy Liu, André F. T. Martins, Graham Neubig
Opublikowane w: Annual Meeting of the Association for Computational Linguistics, 2023
Wydawca: ACL Anthology

Sparse Text Generation

Autorzy: Pedro Martins, Zita Marinho, André F. T. Martins.
Opublikowane w: Conference on Empirical Methods in Natural Language Processing (EMNLP'20), 2020
Wydawca: ACL Anthology

Sparse and Structured Visual Attention

Autorzy: Pedro Martins, Vlad Niculae, Zita Marinho, André F. T. Martins
Opublikowane w: IEEE International Conference on Image Processing (ICIP'21), Anchorage, United States, 2021
Wydawca: IEEE

The Explanation Game: Towards Prediction Explainability through Sparse Communication

Autorzy: Marcos Treviso, André F. T. Martins
Opublikowane w: EMNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackboxNLP'20), 2020
Wydawca: ACL Anthology

Sparse and Continuous Attention Mechanisms

Autorzy: André F. T. Martins, António Farinhas, Marcos Treviso, Vlad Niculae, Pedro M. Q. Aguiar, Mario Figueiredo
Opublikowane w: Neural Information Processing Systems (NeurIPS'20, spotlight), 2020
Wydawca: NeurIPS

BLEU Meets COMET: Combining Lexical and Neural Metrics Towards Robust Machine Translation Evaluation

Autorzy: Taisiya Glushkova, Chrysoula Zerva, André F. T. Martins
Opublikowane w: Proceedings of the Annual Conference of the European Association for Machine Translation, 2023
Wydawca: ACL Anthology

IST-Unbabel Participation in the WMT20 Quality Estimation Shared Task

Autorzy: João Moura, Miguel Vera, Daan van Stigt, Fabio Kepler, Andre F. T. Martins
Opublikowane w: Proceedings of the 5th Conference on Machine Translation (WMT), 2020
Wydawca: ACL Anthology

Measuring and Increasing Context Usage in Context-Aware Machine Translation

Autorzy: Patrick Fernandes, Kayo Yin, Graham Neubig, André F. T. Martins
Opublikowane w: Conference of the Association for Computational Linguistics (ACL'21), 2021
Wydawca: ACL Anthology

Glot500: Scaling Multilingual Corpora and Language Models to 500 Languages

Autorzy: Ayyoob ImaniGooghari, Peiqin Lin, Amir Hossein Kargaran, Silvia Severini, Masoud Jalili Sabet, Nora Kassner, Chunlan Ma, Helmut Schmid, André F. T. Martins, François Yvon, Hinrich Schütze
Opublikowane w: Annual Meeting of the Association for Computational Linguistics, 2023
Wydawca: ACL Anthology

The inside story: Towards better understanding of machine translation neural evaluation metrics

Autorzy: Ricardo Rei, Nuno M. Guerreiro, Marcos Treviso, Luisa Coheur, Alon Lavie, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics, 2023
Wydawca: ACL Anthology

IST-Unbabel 2021 Submission for the Explainable Quality Estimation Shared Task

Autorzy: Marcos Treviso, Nuno M. Guerreiro, Ricardo Rei, André F. T. Martins
Opublikowane w: "Workshop on ""Evaluation & Comparison of NLP Systems"" (Eval4NLP), November 2021. Best Explainability Approach Award.", 2021
Wydawca: ACL Anthology

Findings of the WMT 2021 Shared Task on Quality Estimation

Autorzy: Lucia Specia, Frédéric Blain, Marina Fomicheva, Chrysoula Zerva, Zhenhao Li, Vishrav Chaudhary, André F. T. Martins
Opublikowane w: Conference of Machine Translation (WMT'21), 2021
Wydawca: ACL Anthology

CREST: A Joint Framework for Rationalization and Counterfactual Text Generation

Autorzy: Marcos Treviso, Alexis Ross, Nuno M. Guerreiro, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics, 2023
Wydawca: ACL Anthology

SparseMAP: Differentiable Sparse Structured Inference

Autorzy: Vlad Niculae, Andre Martins, Mathieu Blondel, Claire Cardie
Opublikowane w: Proceedings of the 35th International Conference on Machine Learning, Numer 80, 2018, Strona(/y) 3796-3805
Wydawca: PMLR

Sparse and Constrained Attention for Neural Machine Translation

Autorzy: Chaitanya Malaviya, Pedro Ferreira, André Martins
Opublikowane w: Proceedings of the Annual Chapter of the Association for Computation Linguistics, 2018
Wydawca: ACL Anthology

Interpretable Structure Induction via Sparse Attention

Autorzy: Ben Peters, Vlad Niculae, André F. T. Martins
Opublikowane w: EMNLP Workshop for Analyzing and Interpreting Neural Networks for NLP, 2018
Wydawca: ACL Anthology

Contextual Neural Model for Translating Bilingual Multi-Speaker Conversations

Autorzy: Sameen Maruf, Andre F. T. Martins, Gholamreza Haffari
Opublikowane w: Conference for Machine Translation (WMT), 2018
Wydawca: ACL Anthology

Towards Dynamic Computation Graphs via Sparse Latent Structure

Autorzy: Vlad Niculae, André F. T. Martins and Claire Cardie
Opublikowane w: Conference on Empirical Methods in Natural Language Processing, 2018
Wydawca: ACL Anthology

Jointly extracting and compressing documents with summary state representations

Autorzy: Afonso Mendes, Shashi Narayan, Sebastião Miranda, Zita Marinho, André F. T. Martins, Shay B. Cohen
Opublikowane w: Conference of the North American Chapter of the Association for Computational Linguistics (NAACL'19), 2019
Wydawca: ACL Anthology

Openkiwi: An open source framework for quality estimation

Autorzy: Fábio Kepler, Jonay Trénous, Marcos Treviso, Miguel Vera, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics (ACL'19), System Demonstrations, 2019
Wydawca: ACL

Translator2Vec: Understanding and Representing Human Post-Editors

Autorzy: António Góis and André F. T. Martins
Opublikowane w: Proceedings of Machine Translation Summit XVII Volume 1: Research Track (MT Summit 2019), 2019
Wydawca: European Association for Machine Translation

Selective Attention for Context-aware Neural Machine Translation

Autorzy: Maruf, Sameen; Martins, André F. T.; Haffari, Gholamreza
Opublikowane w: Proceedings of the North-American Chapter of the Association for Computational Linguistics, Numer 1, 2019
Wydawca: ACL

Scheduled Sampling for Transformers

Autorzy: Tsvetomila Mihaylova, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics (ACL'19), Student Research Workshop, 2019
Wydawca: ACL Anthology

Sparse Sequence-to-Sequence Models

Autorzy: Ben Peters, Vlad Niculae, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics (ACL'19), 2019
Wydawca: ACL Anthology

A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning

Autorzy: Gonçalo M. Correia, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics (ACL'19), 2019
Wydawca: ACL Anthology

Unbabel's Participation in the WMT19 Translation Quality Estimation Shared Task

Autorzy: Fabio Kepler, Jonay Trénous, Marcos Treviso, Miguel Vera, António Góis, M. Amin Farajian, António V. Lopes, André F. T. Martins
Opublikowane w: Conference on Machine Translation (WMT 2019), 2019
Wydawca: ACL Anthology

Learning Classifiers with Fenchel-Young Losses: Generalized Entropies, Margins, and Algorithms

Autorzy: Blondel, Mathieu; Martins, André F. T.; Niculae, Vlad
Opublikowane w: Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, 2019
Wydawca: Proceedings of Machine Learning Research, PMLR 89:606-615

Joint Learning of Named Entity Recognition and Entity Linking

Autorzy: Pedro Henrique Martins, Zita Marinho, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics (ACL'19), Student Research Workshop, 2019
Wydawca: ACL Anthology

Unbabel's Submission to the WMT2019 APE Shared Task: BERT-Based Encoder-Decoder for Automatic Post-Editing

Autorzy: António V. Lopes, M. Amin Farajian, Gonçalo M. Correia, Jonay Trénous, André F. T. Martins
Opublikowane w: Conference on Machine Translation (WMT 2019), 2019
Wydawca: ACL Anthology

Findings of the WMT 2019 Shared Tasks on Quality Estimation

Autorzy: Erick Fonseca, Lisa Yankovskaya, André F. T. Martins, Mark Fishel, Christian Federmann
Opublikowane w: Conference on Machine Translation (WMT 2019), 2019
Wydawca: ACL Anthology

IT–IST at the SIGMORPHON 2019 Shared Task: Sparse Two-headed Models for Inflection

Autorzy: Ben Peters, André F. T. Martins.
Opublikowane w: ACL Workshop on Computational Research in Phonetics, Phonology, and Morphology (SIGMORPHON'19), 2019
Wydawca: ACL Anthology

Adaptively Sparse Transformers

Autorzy: Gonçalo M. Correia, Vlad Niculae, and André F. T. Martins
Opublikowane w: Conference on Empirical Methods in Natural Language Processing (EMNLP'19), 2019
Wydawca: ACL Anthology

Document-level Neural MT: A Systematic Comparison

Autorzy: António Lopes, M. Amin Farajian, Rachel Bawden, Michael Zhang, André F. T. Martins
Opublikowane w: Annual Conference of the European Association for Machine Translation (EAMT'20), November 2020, 2020
Wydawca: ACL Anthology (soon)

Learning Non-Monotonic Automatic Post-Editing of Translations from Human Orderings

Autorzy: António Góis, Kyunghyun Cho, André F. T. Martins
Opublikowane w: Annual Conference of the European Association for Machine Translation (EAMT'20), November 2020., 2020
Wydawca: ACL Anthology (soon)

DeepSPIN at SIGMORPHON 2020: One-Size-Fits-All Multilingual Models

Autorzy: Ben Peters, André F. T. Martins
Opublikowane w: ACL Workshop on Computational Research in Phonetics, Phonology, and Morphology (SIGMORPHON'20), July 2020., 2020
Wydawca: ACL Anthology

Revisiting Higher-Order Dependency Parsers

Autorzy: Erick Fonseca, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics (ACL'20), July 2020., 2020
Wydawca: ACL Anthology

LP-SparseMAP: Differentiable Relaxed Optimization for Sparse Structured Prediction

Autorzy: Vlad Niculae, André F. T. Martins
Opublikowane w: International Conference on Machine Learning (ICML'20), July 2020, 2020
Wydawca: Proceedings of Machine Learning Research

Optimal transport for unsupervised hallucination detection in neural machine translation

Autorzy: Nuno M. Guerreiro, Pierre Colombo, Pablo Piantanida, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics, 2023
Wydawca: ACL Anthology

∞-former: Infinite Memory Transformer

Autorzy: Pedro Martins, Zita Marinho, André F. T. Martins
Opublikowane w: Annual Meeting of the Association for Computational Linguistics (ACL'22), 2022
Wydawca: ACL Anthology

Understanding the mechanics of SPIGOT: Surrogate gradients for latent structure learning

Autorzy: Tsvetomila Mihaylova, Vlad Niculae, André F. T. Martins.
Opublikowane w: Conference on Empirical Methods in Natural Language Processing (EMNLP'20), 2020
Wydawca: ACL Anthology

SPECTRA: Sparse Structured Text Rationalization

Autorzy: Nuno M. Guerreiro, André F. T. Martins
Opublikowane w: Conference on Empirical Methods in Natural Language Processing (EMNLP'21), 2021
Wydawca: ACL Anthology

IST-Unbabel 2021 Submission for the QE Shared Task

Autorzy: Chrysoula Zerva, Daan van Stigt, Ricardo Rei, Catarina Farinha, Pedro Ramos, José G. C. Souza, Taisiya Glushkova, Miguel Vera, Fábio Kepler, André F. T. Martins
Opublikowane w: Conference of Machine Translation (WMT'21), 2021
Wydawca: ACL Anthology

Looking for a needle in a haystack: A comprehensive study of hallucinations in neural machine translation

Autorzy: Nuno M. Guerreiro, Elena Voita, André F. T. Martins
Opublikowane w: Conference of the European Chapter of the Association for Computational Linguistics, 2023
Wydawca: ACL Anthology

Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity

Autorzy: Gonçalo M. Correia, Vlad Niculae, Wilker Aziz, André F. T. Martins
Opublikowane w: Neural Information Processing Systems (NeurIPS'20, spotlight), 2020
Wydawca: NeurIPS

Learning to Scaffold: Optimizing Model Explanations for Teaching

Autorzy: Patrick Fernandes, Marcos Treviso, Danish Pruthi, André F. T. Martins, Graham Neubig
Opublikowane w: Advances in Neural Information Processing Systems, 2022
Wydawca: NeurIPS

Findings of the WMT 2020 Shared Task on Quality Estimation

Autorzy: Lucia Specia, Frédéric Blain, Marina Fomicheva, Erick Fonseca, Vishrav Chaudhary, Francisco Guzmán and André F. T. Martins
Opublikowane w: Conference on Machine Translation (WMT'20), 2020
Wydawca: ACL Anthology

Are References Really Needed? Unbabel-IST 2021 Submission for the Metrics Shared Task

Autorzy: Ricardo Rei, Catarina Farinha, Chrysoula Zerva, Dann van Stigt, Craig Stewart, Pedro Ramos, Taisiya Glushkova, André F. T. Martins, Alon Lavie
Opublikowane w: Conference of Machine Translation (WMT'21), 2021
Wydawca: ACL Anthology

Efficient methods for natural language processing: a survey

Autorzy: Marcos Treviso, Tianchu Ji, Ji-Ung Lee, Betty van Aken, Qingqing Cao, Manuel R. Ciosici, Michael Hassid, Kenneth Heafield, Sara Hooker, Pedro H. Martins, André F. T. Martins, Peter Milder, Colin Raffel, Edwin Simpson, Noam Slonim, Niranjan Balasubramanian, Leon Derczynski, Roy Schwartz
Opublikowane w: Transactions of the Association for Computational Linguistics (TACL), 2023, ISSN 2307-387X
Wydawca: ACL Anthology

Sparse Continuous Distributions and Fenchel-Young Losses

Autorzy: André F. T. Martins, Marcos Treviso, António Farinhas, Pedro M. Q. Aguiar, Mário A. T. Figueiredo, Mathieu Blondel, Vlad Niculae
Opublikowane w: Journal of Machine Learning Research, 2022, ISSN 1533-7928
Wydawca: PMLR

Learning with Fenchel-Young losses

Autorzy: Mathieu Blondel, André F. T. Martins, Vlad Niculae
Opublikowane w: Journal of Machine Learning Research, 21 (2020) 1--69, 2020, ISSN 1532-4435
Wydawca: MIT Press

Hallucinations in large multilingual translation models

Autorzy: Nuno M. Guerreiro, Duarte Alves, Jonas Waldendorf, Barry Haddow, Alexandra Birch, Pierre Colombo, André F. T. Martins
Opublikowane w: Transactions of the Association for Computational Linguistics, 2023, ISSN 2307-387X
Wydawca: ACL Anthology

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